Civil
AI for structures, construction, transport and the built environment.
Beginner
Start here. No background needed beyond school maths.
Introduction to Statistics and Data Analysis for Engineers
Statistics for working with real engineering measurements: descriptive statistics, distributions, confidence intervals, hypothesis tests and regression, taught for engineers rather than mathematicians.
Steve Brunton (University of Washington)
Kaggle Learn: Geospatial Analysis
Make maps and analyse location data with GeoPandas and Folium: projections, proximity analysis and interactive maps.
Kaggle
Advanced
Once the basics are comfortable.
Google Earth Engine: Get Started
Analyse satellite imagery at planetary scale for land use, water and urban studies, free for research and education.
NPTEL: Spatial Informatics
IIT Kharagpur's course on spatial data, GIS, spatial databases and analysis, foundations for urban and infrastructure analytics.
NPTEL / IIT Kharagpur
NPTEL: Geo-informatics in Transportation Engineering
How GIS, GPS and remote sensing data are used to plan and manage transport systems, a key data foundation for AI in traffic and infrastructure.
NPTEL / IISc Bangalore
Expert
Research-level depth and specialist material.